{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import librosa\n",
    "import librosa.display\n",
    "import scipy\n",
    "import matplotlib\n",
    "# import spectrogram_sw as spec \n",
    "\n",
    "np.seterr(divide='ignore', invalid='ignore')\n",
    "\n",
    "# 预设字体格式，并传给rc方法\n",
    "font = {'family': 'SimHei', \"size\": 10}\n",
    "matplotlib.rc('font', **font)\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "np.set_printoptions(precision=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['arr_0']\n",
      "(24,)\n"
     ]
    }
   ],
   "source": [
    "para_file = \"./ResFiles/Wav/Word_voice_tmptWordPara.npz\"\n",
    "\n",
    "pars_pc = np.load(para_file)\n",
    "print(pars_pc.files)\n",
    "print(pars_pc[\"arr_0\"].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(80, 80)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(pars_pc['arr_0'][1]['specgram'].shape)\n",
    "plt.figure(figsize=(10,10))\n",
    "for i in range(3):\n",
    "    for j in range(4):\n",
    "        plt.subplot(3,4,i*4 + j+1)\n",
    "        plt.imshow(pars_pc['arr_0'][i*4 + j]['specgram'], \n",
    "                  origin='lower')\n",
    "        plt.title(pars_pc['arr_0'][i*4 + j]['word'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "for i in range(3):\n",
    "    for j in range(4):\n",
    "        plt.subplot(3,4,i*4 + j+1)\n",
    "        plt.imshow(pars_pc['arr_0'][i*4 + j]['spec_zoom_out'], \n",
    "                  origin='lower')\n",
    "        plt.title(pars_pc['arr_0'][i*4 + j]['word'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['arr_0']\n",
      "(24,)\n"
     ]
    }
   ],
   "source": [
    "para_file = \"./ResFiles/Wav/mic_开机关机启动停止前进后退左转右转提高降低加速减速WordPara.npz\"\n",
    "\n",
    "pars_mic = np.load(para_file)\n",
    "print(pars_mic.files)\n",
    "print(pars_mic[\"arr_0\"].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "for i in range(3):\n",
    "    for j in range(4):\n",
    "        plt.subplot(3,4,i*4 + j+1)\n",
    "        plt.imshow(pars_mic['arr_0'][i*4 + j]['spec_zoom_out'], \n",
    "                  origin='lower')\n",
    "        plt.title(pars_mic['arr_0'][i*4 + j]['word'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.28 0.36 0.66 0.42 0.41 0.6  0.96 0.64 0.8  0.53 0.92 0.78]\n",
      " [0.34 0.26 0.6  0.37 0.32 0.53 0.86 0.64 0.83 0.43 0.74 0.71]\n",
      " [0.61 0.54 0.25 0.46 0.62 0.66 0.73 0.48 0.44 0.6  0.66 0.62]\n",
      " [0.51 0.37 0.62 0.25 0.49 0.5  0.77 0.46 0.55 0.44 0.7  0.69]\n",
      " [0.38 0.45 0.71 0.43 0.28 0.57 0.86 0.52 0.72 0.49 0.8  0.66]\n",
      " [0.56 0.52 0.67 0.51 0.6  0.26 0.55 0.52 0.72 0.52 0.74 0.67]\n",
      " [0.81 0.73 0.6  0.71 0.81 0.49 0.34 0.51 0.71 0.63 0.78 0.83]\n",
      " [0.75 0.7  0.62 0.51 0.78 0.55 0.54 0.27 0.5  0.65 0.69 0.76]\n",
      " [0.77 0.81 0.49 0.58 0.83 0.79 0.71 0.39 0.23 0.85 0.66 0.67]\n",
      " [0.5  0.41 0.72 0.48 0.4  0.5  0.74 0.59 0.78 0.27 0.57 0.74]\n",
      " [0.75 0.59 0.69 0.67 0.62 0.55 0.55 0.68 0.86 0.54 0.33 0.55]\n",
      " [0.54 0.46 0.56 0.52 0.47 0.6  0.72 0.57 0.66 0.49 0.58 0.38]]\n"
     ]
    }
   ],
   "source": [
    "def sub_abs_dhash(arr1, arr2):\n",
    "    arr = arr1 - arr2\n",
    "    _v, _w = arr.shape\n",
    "    if _v * _w > 0:\n",
    "        _sum = np.sum(abs(arr))/(_v*_w)\n",
    "        return _sum\n",
    "    else:\n",
    "        return 1.0\n",
    "\n",
    "def cal_dhash_diff_rate(arr1, arr2, phoneme=2):\n",
    "    _v1, _w1 = arr1.shape\n",
    "    _v2, _w2 = arr2.shape\n",
    "    if _v1 != _v2:\n",
    "        print('vertical of cal_dhash_diff_rate(arr1, arr2) must be same')\n",
    "        return []\n",
    "    if _w1 == _w2:\n",
    "        _phoneme_width = _w1//2\n",
    "        _out1 = sub_abs_dhash(arr1[0:_phoneme_width], \n",
    "                                   arr2[0:_phoneme_width])\n",
    "        _out2 = sub_abs_dhash(arr1[_phoneme_width:], \n",
    "                                   arr2[_phoneme_width:])\n",
    "        return max(_out1, _out2)   # 不同度 \n",
    "#         return (_out1+_out2)/2\n",
    "    if _w1 > _w2:\n",
    "        _d = _w1 - _w2\n",
    "        t_val = np.zeros(_d+1)\n",
    "        for k in range(_d+1):\n",
    "            t_val[k] = cal_dhash_diff_rate(arr1[:, k:k+_w2], arr2[:, 0:_w2])\n",
    "        return np.min(t_val)\n",
    "    else:\n",
    "        _d = _w2 - _w1\n",
    "        t_val = np.zeros(_d+1)\n",
    "        for k in range(_d+1):\n",
    "            t_val[k] = cal_dhash_diff_rate(arr1[:, 0:_w1], arr2[:, k:k+_w1])\n",
    "        return np.min(t_val)\n",
    "                                   \n",
    "simi_arr = np.zeros((12,12))\n",
    "for i in range(12):\n",
    "    for j in range(12):\n",
    "        _wi = pars_pc['arr_0'][i]['_zoom_width']\n",
    "        _wj = pars_mic['arr_0'][j]['_zoom_width']\n",
    "        simi_arr[i,j] = cal_dhash_diff_rate(pars_pc['arr_0'][i]['spec_dhash'][:,0:_wi],\n",
    "                                           pars_mic['arr_0'][j]['spec_dhash'][:,0:_wj])\n",
    "                \n",
    "plt.imshow(simi_arr)\n",
    "plt.show()\n",
    "\n",
    "print(simi_arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
